Shypd.aiThe largest open index of AI toolsAgenticRAG-Survey is an AI Agents & Automation tool that explores advanced Retrieval-Augmented Generation systems enhanced with AI LLM agents. It provides a comprehensive survey and insights into Agentic RAG, including foundational principles and workflow patterns.
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AgenticRAG-Survey serves as a comprehensive resource for researchers and practitioners interested in Agentic Retrieval-Augmented Generation (Agentic RAG). This repository complements a survey paper, delving into the integration of autonomous AI agents within RAG pipelines. It covers foundational principles like reflection, planning, tool use, and multi-agent collaboration, alongside a detailed taxonomy of Agentic RAG systems including single-agent, multi-agent, hierarchical, corrective, adaptive, and graph-based frameworks. The resource also offers a comparative analysis with traditional RAG and Agentic Document Workflows, highlights real-world applications across various industries, and discusses challenges and future directions in the field. It's an invaluable guide for understanding, implementing, and advancing Agentic RAG capabilities.
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